Dataset statistics
| Number of variables | 25 |
|---|---|
| Number of observations | 10000 |
| Missing cells | 10812 |
| Missing cells (%) | 4.3% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 6.3 MiB |
| Average record size in memory | 655.5 B |
Variable types
| Categorical | 9 |
|---|---|
| Numeric | 16 |
Customer_ID has a high cardinality: 7126 distinct values | High cardinality |
Type_of_Loan has a high cardinality: 3890 distinct values | High cardinality |
Credit_History_Age has a high cardinality: 402 distinct values | High cardinality |
Annual_Income is highly overall correlated with Monthly_Inhand_Salary and 2 other fields | High correlation |
Monthly_Inhand_Salary is highly overall correlated with Annual_Income and 2 other fields | High correlation |
Num_Bank_Accounts is highly overall correlated with Interest_Rate and 3 other fields | High correlation |
Interest_Rate is highly overall correlated with Num_Bank_Accounts and 4 other fields | High correlation |
Num_of_Loan is highly overall correlated with Outstanding_Debt | High correlation |
Delay_from_due_date is highly overall correlated with Num_Bank_Accounts and 6 other fields | High correlation |
Num_of_Delayed_Payment is highly overall correlated with Num_Bank_Accounts and 2 other fields | High correlation |
Changed_Credit_Limit is highly overall correlated with Payment_of_Min_Amount | High correlation |
Num_Credit_Inquiries is highly overall correlated with Num_Bank_Accounts and 3 other fields | High correlation |
Outstanding_Debt is highly overall correlated with Interest_Rate and 5 other fields | High correlation |
Amount_invested_monthly is highly overall correlated with Annual_Income and 1 other fields | High correlation |
Monthly_Balance is highly overall correlated with Annual_Income and 1 other fields | High correlation |
Credit_Mix is highly overall correlated with Delay_from_due_date and 2 other fields | High correlation |
Payment_of_Min_Amount is highly overall correlated with Delay_from_due_date and 3 other fields | High correlation |
Age has 463 (4.6%) missing values | Missing |
Annual_Income has 727 (7.3%) missing values | Missing |
Monthly_Inhand_Salary has 1507 (15.1%) missing values | Missing |
Num_of_Loan has 463 (4.6%) missing values | Missing |
Type_of_Loan has 1060 (10.6%) missing values | Missing |
Num_of_Delayed_Payment has 1012 (10.1%) missing values | Missing |
Changed_Credit_Limit has 243 (2.4%) missing values | Missing |
Num_Credit_Inquiries has 178 (1.8%) missing values | Missing |
Credit_Mix has 2005 (20.1%) missing values | Missing |
Outstanding_Debt has 105 (1.1%) missing values | Missing |
Credit_History_Age has 886 (8.9%) missing values | Missing |
Payment_of_Min_Amount has 1176 (11.8%) missing values | Missing |
Amount_invested_monthly has 868 (8.7%) missing values | Missing |
Monthly_Balance has 119 (1.2%) missing values | Missing |
Customer_ID is uniformly distributed | Uniform |
Credit_Utilization_Ratio has unique values | Unique |
Num_Bank_Accounts has 409 (4.1%) zeros | Zeros |
Num_of_Loan has 962 (9.6%) zeros | Zeros |
Num_of_Delayed_Payment has 142 (1.4%) zeros | Zeros |
Num_Credit_Inquiries has 699 (7.0%) zeros | Zeros |
Total_EMI_per_month has 982 (9.8%) zeros | Zeros |
Reproduction
| Analysis started | 2023-03-14 15:15:02.966465 |
|---|---|
| Analysis finished | 2023-03-14 15:15:46.650326 |
| Duration | 43.68 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
Customer_ID
Categorical
HIGH CARDINALITY  UNIFORM 
| Distinct | 7126 |
|---|---|
| Distinct (%) | 71.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 731.9 KiB |
| CUS_0x8b31 | 5 |
|---|---|
| CUS_0xaec2 | 5 |
| CUS_0x53eb | 5 |
| CUS_0x54bd | 4 |
| CUS_0x65aa | 4 |
| Other values (7121) |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 9.942 |
| Min length | 9 |
Characters and Unicode
| Total characters | 99420 |
|---|---|
| Distinct characters | 21 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 4802 ? |
|---|---|
| Unique (%) | 48.0% |
Sample
| 1st row | CUS_0x65fa |
|---|---|
| 2nd row | CUS_0x8927 |
| 3rd row | CUS_0xbe6f |
| 4th row | CUS_0x3de6 |
| 5th row | CUS_0x64aa |
Common Values
| Value | Count | Frequency (%) |
| CUS_0x8b31 | 5 | 0.1% |
| CUS_0xaec2 | 5 | 0.1% |
| CUS_0x53eb | 5 | 0.1% |
| CUS_0x54bd | 4 | < 0.1% |
| CUS_0x65aa | 4 | < 0.1% |
| CUS_0x9a55 | 4 | < 0.1% |
| CUS_0x5ed7 | 4 | < 0.1% |
| CUS_0x35c6 | 4 | < 0.1% |
| CUS_0xbda9 | 4 | < 0.1% |
| CUS_0x946d | 4 | < 0.1% |
| Other values (7116) | 9957 |
Length
| Value | Count | Frequency (%) |
| cus_0x8b31 | 5 | < 0.1% |
| cus_0x53eb | 5 | < 0.1% |
| cus_0xaec2 | 5 | < 0.1% |
| cus_0x54bd | 4 | < 0.1% |
| cus_0x748e | 4 | < 0.1% |
| cus_0x8d9 | 4 | < 0.1% |
| cus_0x5a59 | 4 | < 0.1% |
| cus_0x1fd1 | 4 | < 0.1% |
| cus_0x2771 | 4 | < 0.1% |
| cus_0xc203 | 4 | < 0.1% |
| Other values (7116) | 9957 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 11895 | |
| C | 10000 | 10.1% |
| S | 10000 | 10.1% |
| _ | 10000 | 10.1% |
| x | 10000 | 10.1% |
| U | 10000 | 10.1% |
| 4 | 2820 | 2.8% |
| 5 | 2771 | 2.8% |
| 6 | 2728 | 2.7% |
| 3 | 2725 | 2.7% |
| Other values (11) | 26481 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 36084 | |
| Uppercase Letter | 30000 | |
| Lowercase Letter | 23336 | |
| Connector Punctuation | 10000 | 10.1% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 11895 | |
| 4 | 2820 | 7.8% |
| 5 | 2771 | 7.7% |
| 6 | 2728 | 7.6% |
| 3 | 2725 | 7.6% |
| 9 | 2674 | 7.4% |
| 8 | 2644 | 7.3% |
| 7 | 2618 | 7.3% |
| 1 | 2615 | 7.2% |
| 2 | 2594 | 7.2% |
Lowercase Letter
| Value | Count | Frequency (%) |
| x | 10000 | |
| b | 2706 | 11.6% |
| a | 2671 | 11.4% |
| c | 2311 | 9.9% |
| d | 1931 | 8.3% |
| e | 1896 | 8.1% |
| f | 1821 | 7.8% |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 10000 | |
| S | 10000 | |
| U | 10000 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 10000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 53336 | |
| Common | 46084 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 11895 | |
| _ | 10000 | |
| 4 | 2820 | 6.1% |
| 5 | 2771 | 6.0% |
| 6 | 2728 | 5.9% |
| 3 | 2725 | 5.9% |
| 9 | 2674 | 5.8% |
| 8 | 2644 | 5.7% |
| 7 | 2618 | 5.7% |
| 1 | 2615 | 5.7% |
Latin
| Value | Count | Frequency (%) |
| C | 10000 | |
| S | 10000 | |
| x | 10000 | |
| U | 10000 | |
| b | 2706 | 5.1% |
| a | 2671 | 5.0% |
| c | 2311 | 4.3% |
| d | 1931 | 3.6% |
| e | 1896 | 3.6% |
| f | 1821 | 3.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 99420 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 11895 | |
| C | 10000 | 10.1% |
| S | 10000 | 10.1% |
| _ | 10000 | 10.1% |
| x | 10000 | 10.1% |
| U | 10000 | 10.1% |
| 4 | 2820 | 2.8% |
| 5 | 2771 | 2.8% |
| 6 | 2728 | 2.7% |
| 3 | 2725 | 2.7% |
| Other values (11) | 26481 |
Month
Categorical
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 686.0 KiB |
| August | |
|---|---|
| January | |
| March | |
| July | |
| June | |
| Other values (3) |
Length
| Max length | 8 |
|---|---|
| Median length | 6 |
| Mean length | 5.249 |
| Min length | 3 |
Characters and Unicode
| Total characters | 52490 |
|---|---|
| Distinct characters | 19 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | March |
|---|---|
| 2nd row | February |
| 3rd row | April |
| 4th row | January |
| 5th row | April |
Common Values
| Value | Count | Frequency (%) |
| August | 1282 | |
| January | 1267 | |
| March | 1262 | |
| July | 1259 | |
| June | 1251 | |
| May | 1244 | |
| February | 1224 | |
| April | 1211 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| august | 1282 | |
| january | 1267 | |
| march | 1262 | |
| july | 1259 | |
| june | 1251 | |
| may | 1244 | |
| february | 1224 | |
| april | 1211 |
Most occurring characters
| Value | Count | Frequency (%) |
| u | 7565 | |
| a | 6264 | |
| r | 6188 | |
| y | 4994 | |
| J | 3777 | 7.2% |
| n | 2518 | 4.8% |
| M | 2506 | 4.8% |
| A | 2493 | 4.7% |
| e | 2475 | 4.7% |
| l | 2470 | 4.7% |
| Other values (9) | 11240 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 42490 | |
| Uppercase Letter | 10000 | 19.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| u | 7565 | |
| a | 6264 | |
| r | 6188 | |
| y | 4994 | |
| n | 2518 | 5.9% |
| e | 2475 | 5.8% |
| l | 2470 | 5.8% |
| t | 1282 | 3.0% |
| s | 1282 | 3.0% |
| g | 1282 | 3.0% |
| Other values (5) | 6170 |
Uppercase Letter
| Value | Count | Frequency (%) |
| J | 3777 | |
| M | 2506 | |
| A | 2493 | |
| F | 1224 | 12.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 52490 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| u | 7565 | |
| a | 6264 | |
| r | 6188 | |
| y | 4994 | |
| J | 3777 | 7.2% |
| n | 2518 | 4.8% |
| M | 2506 | 4.8% |
| A | 2493 | 4.7% |
| e | 2475 | 4.7% |
| l | 2470 | 4.7% |
| Other values (9) | 11240 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 52490 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| u | 7565 | |
| a | 6264 | |
| r | 6188 | |
| y | 4994 | |
| J | 3777 | 7.2% |
| n | 2518 | 4.8% |
| M | 2506 | 4.8% |
| A | 2493 | 4.7% |
| e | 2475 | 4.7% |
| l | 2470 | 4.7% |
| Other values (9) | 11240 |
Age
Real number (ℝ)
| Distinct | 218 |
|---|---|
| Distinct (%) | 2.3% |
| Missing | 463 |
| Missing (%) | 4.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 111.93258 |
| Minimum | -500 |
|---|---|
| Maximum | 8505 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 81 |
| Negative (%) | 0.8% |
| Memory size | 156.2 KiB |
Quantile statistics
| Minimum | -500 |
|---|---|
| 5-th percentile | 16 |
| Q1 | 24 |
| median | 33 |
| Q3 | 42 |
| 95-th percentile | 53 |
| Maximum | 8505 |
| Range | 9005 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 684.93214 |
|---|---|
| Coefficient of variation (CV) | 6.1191492 |
| Kurtosis | 85.965915 |
| Mean | 111.93258 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 9.0246588 |
| Sum | 1067501 |
| Variance | 469132.04 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 32 | 301 | 3.0% |
| 38 | 301 | 3.0% |
| 26 | 297 | 3.0% |
| 31 | 291 | 2.9% |
| 43 | 284 | 2.8% |
| 19 | 278 | 2.8% |
| 20 | 278 | 2.8% |
| 21 | 277 | 2.8% |
| 42 | 276 | 2.8% |
| 28 | 274 | 2.7% |
| Other values (208) | 6680 | |
| (Missing) | 463 | 4.6% |
| Value | Count | Frequency (%) |
| -500 | 81 | 0.8% |
| 14 | 111 | 1.1% |
| 15 | 170 | |
| 16 | 118 | |
| 17 | 155 | |
| 18 | 217 | |
| 19 | 278 | |
| 20 | 278 | |
| 21 | 277 | |
| 22 | 255 |
| Value | Count | Frequency (%) |
| 8505 | 1 | |
| 8470 | 1 | |
| 8425 | 1 | |
| 8406 | 1 | |
| 8352 | 1 | |
| 8315 | 1 | |
| 8233 | 1 | |
| 8216 | 1 | |
| 8154 | 1 | |
| 8149 | 1 |
Occupation
Categorical
| Distinct | 16 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 717.2 KiB |
| _______ | |
|---|---|
| Manager | |
| Accountant | |
| Lawyer | |
| Mechanic | 655 |
| Other values (11) |
Length
| Max length | 13 |
|---|---|
| Median length | 10 |
| Mean length | 8.4395 |
| Min length | 6 |
Characters and Unicode
| Total characters | 84395 |
|---|---|
| Distinct characters | 28 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Architect |
|---|---|
| 2nd row | Media_Manager |
| 3rd row | Journalist |
| 4th row | Entrepreneur |
| 5th row | Journalist |
Common Values
| Value | Count | Frequency (%) |
| _______ | 691 | 6.9% |
| Manager | 682 | 6.8% |
| Accountant | 674 | 6.7% |
| Lawyer | 665 | 6.7% |
| Mechanic | 655 | 6.6% |
| Media_Manager | 653 | 6.5% |
| Architect | 643 | 6.4% |
| Developer | 640 | 6.4% |
| Engineer | 624 | 6.2% |
| Scientist | 620 | 6.2% |
| Other values (6) | 3453 |
Length
| Value | Count | Frequency (%) |
| 691 | 6.9% | |
| manager | 682 | 6.8% |
| accountant | 674 | 6.7% |
| lawyer | 665 | 6.7% |
| mechanic | 655 | 6.6% |
| media_manager | 653 | 6.5% |
| architect | 643 | 6.4% |
| developer | 640 | 6.4% |
| engineer | 624 | 6.2% |
| scientist | 620 | 6.2% |
| Other values (6) | 3453 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 11289 | |
| r | 8593 | |
| n | 7494 | 8.9% |
| a | 7009 | 8.3% |
| c | 6281 | 7.4% |
| t | 6199 | 7.3% |
| i | 6024 | 7.1% |
| _ | 5490 | 6.5% |
| M | 3177 | 3.8% |
| o | 3056 | 3.6% |
| Other values (18) | 19783 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 68943 | |
| Uppercase Letter | 9962 | 11.8% |
| Connector Punctuation | 5490 | 6.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 11289 | |
| r | 8593 | |
| n | 7494 | |
| a | 7009 | |
| c | 6281 | |
| t | 6199 | |
| i | 6024 | |
| o | 3056 | 4.4% |
| u | 2367 | 3.4% |
| g | 1959 | 2.8% |
| Other values (8) | 8672 |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 3177 | |
| A | 1317 | |
| D | 1229 | 12.3% |
| E | 1219 | 12.2% |
| L | 665 | 6.7% |
| S | 620 | 6.2% |
| T | 594 | 6.0% |
| W | 577 | 5.8% |
| J | 564 | 5.7% |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 5490 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 78905 | |
| Common | 5490 | 6.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 11289 | |
| r | 8593 | |
| n | 7494 | |
| a | 7009 | |
| c | 6281 | 8.0% |
| t | 6199 | 7.9% |
| i | 6024 | 7.6% |
| M | 3177 | 4.0% |
| o | 3056 | 3.9% |
| u | 2367 | 3.0% |
| Other values (17) | 17416 |
Common
| Value | Count | Frequency (%) |
| _ | 5490 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 84395 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 11289 | |
| r | 8593 | |
| n | 7494 | 8.9% |
| a | 7009 | 8.3% |
| c | 6281 | 7.4% |
| t | 6199 | 7.3% |
| i | 6024 | 7.1% |
| _ | 5490 | 6.5% |
| M | 3177 | 3.8% |
| o | 3056 | 3.6% |
| Other values (18) | 19783 |
Annual_Income
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 6809 |
|---|---|
| Distinct (%) | 73.4% |
| Missing | 727 |
| Missing (%) | 7.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 187407.65 |
| Minimum | 7006.035 |
|---|---|
| Maximum | 24198062 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 156.2 KiB |
Quantile statistics
| Minimum | 7006.035 |
|---|---|
| 5-th percentile | 9897.565 |
| Q1 | 19536.45 |
| median | 37071.2 |
| Q3 | 72287.52 |
| 95-th percentile | 135743.29 |
| Maximum | 24198062 |
| Range | 24191056 |
| Interquartile range (IQR) | 52751.07 |
Descriptive statistics
| Standard deviation | 1480977.2 |
|---|---|
| Coefficient of variation (CV) | 7.9024371 |
| Kurtosis | 151.22029 |
| Mean | 187407.65 |
| Median Absolute Deviation (MAD) | 21002.81 |
| Skewness | 11.967588 |
| Sum | 1.7378312 × 109 |
| Variance | 2.1932934 × 1012 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 17445.15 | 5 | 0.1% |
| 40341.16 | 5 | 0.1% |
| 94811.36 | 5 | 0.1% |
| 10120.28 | 4 | < 0.1% |
| 98019.84 | 4 | < 0.1% |
| 26309.54 | 4 | < 0.1% |
| 14155.74 | 4 | < 0.1% |
| 19227.17 | 4 | < 0.1% |
| 10439.97 | 4 | < 0.1% |
| 136150.6 | 4 | < 0.1% |
| Other values (6799) | 9230 | |
| (Missing) | 727 | 7.3% |
| Value | Count | Frequency (%) |
| 7006.035 | 3 | |
| 7011.685 | 1 | < 0.1% |
| 7012.31 | 2 | |
| 7020.545 | 1 | < 0.1% |
| 7046.5 | 1 | < 0.1% |
| 7056.405 | 1 | < 0.1% |
| 7059.455 | 1 | < 0.1% |
| 7064.385 | 1 | < 0.1% |
| 7077.87 | 1 | < 0.1% |
| 7079.32 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 24198062 | 1 | |
| 23884555 | 1 | |
| 23784659 | 1 | |
| 23498432 | 1 | |
| 23266988 | 1 | |
| 22853346 | 1 | |
| 22644332 | 1 | |
| 22456326 | 1 | |
| 22063213 | 1 | |
| 21958247 | 1 |
Monthly_Inhand_Salary
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 6426 |
|---|---|
| Distinct (%) | 75.7% |
| Missing | 1507 |
| Missing (%) | 15.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4171.7644 |
| Minimum | 332.12833 |
|---|---|
| Maximum | 15204.633 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 156.2 KiB |
Quantile statistics
| Minimum | 332.12833 |
|---|---|
| 5-th percentile | 850.57133 |
| Q1 | 1626.7617 |
| median | 3079.355 |
| Q3 | 5954.6467 |
| 95-th percentile | 10854.38 |
| Maximum | 15204.633 |
| Range | 14872.505 |
| Interquartile range (IQR) | 4327.885 |
Descriptive statistics
| Standard deviation | 3173.6832 |
|---|---|
| Coefficient of variation (CV) | 0.76075322 |
| Kurtosis | 0.67007997 |
| Mean | 4171.7644 |
| Median Absolute Deviation (MAD) | 1727.9225 |
| Skewness | 1.1530678 |
| Sum | 35430795 |
| Variance | 10072265 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10739.36667 | 5 | 0.1% |
| 840.06 | 4 | < 0.1% |
| 1103.9975 | 4 | < 0.1% |
| 4753.526667 | 4 | < 0.1% |
| 11127.88333 | 4 | < 0.1% |
| 507.5954167 | 4 | < 0.1% |
| 1897.105 | 4 | < 0.1% |
| 10999.55333 | 4 | < 0.1% |
| 1463.2475 | 4 | < 0.1% |
| 2553.963333 | 4 | < 0.1% |
| Other values (6416) | 8452 | |
| (Missing) | 1507 | 15.1% |
| Value | Count | Frequency (%) |
| 332.1283333 | 2 | |
| 332.43125 | 2 | |
| 333.5966667 | 1 | |
| 355.2083333 | 1 | |
| 357.2558333 | 2 | |
| 368.3741667 | 1 | |
| 379.3908333 | 1 | |
| 393.1591667 | 1 | |
| 393.69875 | 1 | |
| 403.2541667 | 1 |
| Value | Count | Frequency (%) |
| 15204.63333 | 1 | |
| 15167.18 | 2 | |
| 15136.69667 | 1 | |
| 15101.94 | 1 | |
| 15038.31667 | 1 | |
| 14958.33667 | 1 | |
| 14880.38333 | 1 | |
| 14867.81333 | 1 | |
| 14866.44667 | 2 | |
| 14856.48333 | 1 |
Num_Bank_Accounts
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 151 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.6387 |
| Minimum | -1 |
|---|---|
| Maximum | 1777 |
| Zeros | 409 |
| Zeros (%) | 4.1% |
| Negative | 2 |
| Negative (%) | < 0.1% |
| Memory size | 156.2 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 6 |
| Q3 | 8 |
| 95-th percentile | 10 |
| Maximum | 1777 |
| Range | 1778 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 117.78515 |
|---|---|
| Coefficient of variation (CV) | 6.6776551 |
| Kurtosis | 124.57827 |
| Mean | 17.6387 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 10.840897 |
| Sum | 176387 |
| Variance | 13873.343 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8 | 1294 | |
| 6 | 1293 | |
| 7 | 1287 | |
| 5 | 1232 | |
| 4 | 1190 | |
| 3 | 1187 | |
| 9 | 560 | |
| 10 | 549 | |
| 2 | 433 | 4.3% |
| 1 | 423 | 4.2% |
| Other values (141) | 552 |
| Value | Count | Frequency (%) |
| -1 | 2 | < 0.1% |
| 0 | 409 | 4.1% |
| 1 | 423 | 4.2% |
| 2 | 433 | 4.3% |
| 3 | 1187 | |
| 4 | 1190 | |
| 5 | 1232 | |
| 6 | 1293 | |
| 7 | 1287 | |
| 8 | 1294 |
| Value | Count | Frequency (%) |
| 1777 | 1 | |
| 1763 | 1 | |
| 1756 | 1 | |
| 1739 | 1 | |
| 1735 | 1 | |
| 1714 | 1 | |
| 1652 | 1 | |
| 1645 | 1 | |
| 1637 | 1 | |
| 1631 | 1 |
Num_Credit_Card
Real number (ℝ)
| Distinct | 213 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.6755 |
| Minimum | 0 |
|---|---|
| Maximum | 1490 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 156.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 4 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 10 |
| Maximum | 1490 |
| Range | 1490 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 120.18454 |
|---|---|
| Coefficient of variation (CV) | 5.8128962 |
| Kurtosis | 83.661014 |
| Mean | 20.6755 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 8.9335599 |
| Sum | 206755 |
| Variance | 14444.323 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 1845 | |
| 6 | 1705 | |
| 7 | 1648 | |
| 4 | 1337 | |
| 3 | 1318 | |
| 8 | 529 | 5.3% |
| 10 | 494 | 4.9% |
| 9 | 458 | 4.6% |
| 1 | 236 | 2.4% |
| 2 | 207 | 2.1% |
| Other values (203) | 223 | 2.2% |
| Value | Count | Frequency (%) |
| 0 | 2 | < 0.1% |
| 1 | 236 | 2.4% |
| 2 | 207 | 2.1% |
| 3 | 1318 | |
| 4 | 1337 | |
| 5 | 1845 | |
| 6 | 1705 | |
| 7 | 1648 | |
| 8 | 529 | 5.3% |
| 9 | 458 | 4.6% |
| Value | Count | Frequency (%) |
| 1490 | 2 | |
| 1480 | 1 | |
| 1477 | 1 | |
| 1473 | 1 | |
| 1466 | 1 | |
| 1440 | 1 | |
| 1436 | 1 | |
| 1426 | 1 | |
| 1420 | 1 | |
| 1407 | 1 |
Interest_Rate
Real number (ℝ)
| Distinct | 216 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 67.6847 |
| Minimum | 1 |
|---|---|
| Maximum | 5797 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 156.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 8 |
| median | 14 |
| Q3 | 20 |
| 95-th percentile | 32 |
| Maximum | 5797 |
| Range | 5796 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 442.44066 |
|---|---|
| Coefficient of variation (CV) | 6.5367899 |
| Kurtosis | 93.795239 |
| Mean | 67.6847 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 9.4052611 |
| Sum | 676847 |
| Variance | 195753.74 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8 | 520 | 5.2% |
| 5 | 498 | 5.0% |
| 6 | 465 | 4.7% |
| 12 | 458 | 4.6% |
| 9 | 450 | 4.5% |
| 10 | 446 | 4.5% |
| 15 | 425 | 4.2% |
| 11 | 421 | 4.2% |
| 7 | 416 | 4.2% |
| 18 | 415 | 4.2% |
| Other values (206) | 5486 |
| Value | Count | Frequency (%) |
| 1 | 269 | |
| 2 | 224 | |
| 3 | 273 | |
| 4 | 288 | |
| 5 | 498 | |
| 6 | 465 | |
| 7 | 416 | |
| 8 | 520 | |
| 9 | 450 | |
| 10 | 446 |
| Value | Count | Frequency (%) |
| 5797 | 1 | |
| 5776 | 1 | |
| 5770 | 1 | |
| 5745 | 1 | |
| 5729 | 1 | |
| 5698 | 1 | |
| 5677 | 1 | |
| 5633 | 1 | |
| 5623 | 1 | |
| 5615 | 1 |
Num_of_Loan
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 51 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 463 |
| Missing (%) | 4.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.5174583 |
| Minimum | -100 |
|---|---|
| Maximum | 1482 |
| Zeros | 962 |
| Zeros (%) | 9.6% |
| Negative | 391 |
| Negative (%) | 3.9% |
| Memory size | 156.2 KiB |
Quantile statistics
| Minimum | -100 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 8 |
| Maximum | 1482 |
| Range | 1582 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 59.970722 |
|---|---|
| Coefficient of variation (CV) | 23.821933 |
| Kurtosis | 336.90301 |
| Mean | 2.5174583 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 16.461218 |
| Sum | 24009 |
| Variance | 3596.4876 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 1423 | |
| 2 | 1421 | |
| 4 | 1406 | |
| 1 | 1017 | |
| 0 | 962 | |
| 7 | 783 | |
| 6 | 749 | |
| 5 | 659 | |
| -100 | 391 | 3.9% |
| 9 | 376 | 3.8% |
| Other values (41) | 350 | 3.5% |
| (Missing) | 463 | 4.6% |
| Value | Count | Frequency (%) |
| -100 | 391 | 3.9% |
| 0 | 962 | |
| 1 | 1017 | |
| 2 | 1421 | |
| 3 | 1423 | |
| 4 | 1406 | |
| 5 | 659 | |
| 6 | 749 | |
| 7 | 783 | |
| 8 | 309 | 3.1% |
| Value | Count | Frequency (%) |
| 1482 | 1 | |
| 1480 | 1 | |
| 1465 | 1 | |
| 1406 | 1 | |
| 1391 | 1 | |
| 1354 | 1 | |
| 1319 | 1 | |
| 1150 | 2 | |
| 1129 | 1 | |
| 1017 | 1 |
Type_of_Loan
Categorical
HIGH CARDINALITY  MISSING 
| Distinct | 3890 |
|---|---|
| Distinct (%) | 43.5% |
| Missing | 1060 |
| Missing (%) | 10.6% |
| Memory size | 1.2 MiB |
| Debt Consolidation Loan | 135 |
|---|---|
| Personal Loan | 134 |
| Not Specified | 132 |
| Student Loan | 127 |
| Credit-Builder Loan | 126 |
| Other values (3885) |
Length
| Max length | 178 |
|---|---|
| Median length | 139 |
| Mean length | 67.350671 |
| Min length | 9 |
Characters and Unicode
| Total characters | 602115 |
|---|---|
| Distinct characters | 33 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 2265 ? |
|---|---|
| Unique (%) | 25.3% |
Sample
| 1st row | Student Loan, and Personal Loan |
|---|---|
| 2nd row | Student Loan, Home Equity Loan, and Payday Loan |
| 3rd row | Mortgage Loan, Auto Loan, Not Specified, Not Specified, and Debt Consolidation Loan |
| 4th row | Home Equity Loan, Personal Loan, Debt Consolidation Loan, and Debt Consolidation Loan |
| 5th row | Credit-Builder Loan, and Not Specified |
Common Values
| Value | Count | Frequency (%) |
| Debt Consolidation Loan | 135 | 1.4% |
| Personal Loan | 134 | 1.3% |
| Not Specified | 132 | 1.3% |
| Student Loan | 127 | 1.3% |
| Credit-Builder Loan | 126 | 1.3% |
| Home Equity Loan | 121 | 1.2% |
| Auto Loan | 117 | 1.2% |
| Mortgage Loan | 112 | 1.1% |
| Payday Loan | 111 | 1.1% |
| Payday Loan, and Auto Loan | 31 | 0.3% |
| Other values (3880) | 7794 | |
| (Missing) | 1060 | 10.6% |
Length
| Value | Count | Frequency (%) |
| loan | 32081 | |
| and | 7825 | 8.9% |
| payday | 4195 | 4.8% |
| credit-builder | 4050 | 4.6% |
| home | 4050 | 4.6% |
| equity | 4050 | 4.6% |
| personal | 4019 | 4.6% |
| debt | 4001 | 4.6% |
| consolidation | 4001 | 4.6% |
| not | 3935 | 4.5% |
| Other values (4) | 15701 |
Most occurring characters
| Value | Count | Frequency (%) |
| 78968 | ||
| o | 63923 | |
| a | 60230 | 10.0% |
| n | 55858 | 9.3% |
| e | 35885 | 6.0% |
| t | 35734 | 5.9% |
| L | 32081 | 5.3% |
| d | 31987 | 5.3% |
| i | 28022 | 4.7% |
| , | 27076 | 4.5% |
| Other values (23) | 152351 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 407888 | |
| Uppercase Letter | 84133 | 14.0% |
| Space Separator | 78968 | 13.1% |
| Other Punctuation | 27076 | 4.5% |
| Dash Punctuation | 4050 | 0.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 63923 | |
| a | 60230 | |
| n | 55858 | |
| e | 35885 | |
| t | 35734 | |
| d | 31987 | |
| i | 28022 | |
| r | 16033 | 3.9% |
| u | 15952 | 3.9% |
| y | 12440 | 3.0% |
| Other values (9) | 51824 |
Uppercase Letter
| Value | Count | Frequency (%) |
| L | 32081 | |
| P | 8214 | 9.8% |
| C | 8051 | 9.6% |
| S | 7866 | 9.3% |
| E | 4050 | 4.8% |
| B | 4050 | 4.8% |
| H | 4050 | 4.8% |
| D | 4001 | 4.8% |
| N | 3935 | 4.7% |
| A | 3921 | 4.7% |
Space Separator
| Value | Count | Frequency (%) |
| 78968 |
Other Punctuation
| Value | Count | Frequency (%) |
| , | 27076 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 4050 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 492021 | |
| Common | 110094 | 18.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 63923 | |
| a | 60230 | |
| n | 55858 | |
| e | 35885 | 7.3% |
| t | 35734 | 7.3% |
| L | 32081 | 6.5% |
| d | 31987 | 6.5% |
| i | 28022 | 5.7% |
| r | 16033 | 3.3% |
| u | 15952 | 3.2% |
| Other values (20) | 116316 |
Common
| Value | Count | Frequency (%) |
| 78968 | ||
| , | 27076 | 24.6% |
| - | 4050 | 3.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 602115 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 78968 | ||
| o | 63923 | |
| a | 60230 | 10.0% |
| n | 55858 | 9.3% |
| e | 35885 | 6.0% |
| t | 35734 | 5.9% |
| L | 32081 | 5.3% |
| d | 31987 | 5.3% |
| i | 28022 | 4.7% |
| , | 27076 | 4.5% |
| Other values (23) | 152351 |
Delay_from_due_date
Real number (ℝ)
| Distinct | 73 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.2693 |
| Minimum | -5 |
|---|---|
| Maximum | 67 |
| Zeros | 88 |
| Zeros (%) | 0.9% |
| Negative | 53 |
| Negative (%) | 0.5% |
| Memory size | 156.2 KiB |
Quantile statistics
| Minimum | -5 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 10 |
| median | 18 |
| Q3 | 28 |
| 95-th percentile | 54 |
| Maximum | 67 |
| Range | 72 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 14.95075 |
|---|---|
| Coefficient of variation (CV) | 0.70292629 |
| Kurtosis | 0.28179097 |
| Mean | 21.2693 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.94353487 |
| Sum | 212693 |
| Variance | 223.52493 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 15 | 335 | 3.4% |
| 8 | 330 | 3.3% |
| 14 | 329 | 3.3% |
| 5 | 328 | 3.3% |
| 9 | 325 | 3.2% |
| 13 | 316 | 3.2% |
| 12 | 312 | 3.1% |
| 7 | 311 | 3.1% |
| 10 | 310 | 3.1% |
| 11 | 310 | 3.1% |
| Other values (63) | 6794 |
| Value | Count | Frequency (%) |
| -5 | 3 | < 0.1% |
| -4 | 6 | 0.1% |
| -3 | 6 | 0.1% |
| -2 | 19 | 0.2% |
| -1 | 19 | 0.2% |
| 0 | 88 | |
| 1 | 140 | |
| 2 | 138 | |
| 3 | 191 | |
| 4 | 182 |
| Value | Count | Frequency (%) |
| 67 | 7 | 0.1% |
| 66 | 5 | 0.1% |
| 65 | 4 | < 0.1% |
| 64 | 7 | 0.1% |
| 63 | 7 | 0.1% |
| 62 | 54 | |
| 61 | 52 | |
| 60 | 58 | |
| 59 | 37 | |
| 58 | 50 |
Num_of_Delayed_Payment
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 97 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 1012 |
| Missing (%) | 10.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.833445 |
| Minimum | -3 |
|---|---|
| Maximum | 4293 |
| Zeros | 142 |
| Zeros (%) | 1.4% |
| Negative | 65 |
| Negative (%) | 0.7% |
| Memory size | 156.2 KiB |
Quantile statistics
| Minimum | -3 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 9 |
| median | 14 |
| Q3 | 18 |
| 95-th percentile | 24 |
| Maximum | 4293 |
| Range | 4296 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 219.10876 |
|---|---|
| Coefficient of variation (CV) | 7.3444002 |
| Kurtosis | 227.20087 |
| Mean | 29.833445 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 14.69701 |
| Sum | 268143 |
| Variance | 48008.648 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 561 | 5.6% |
| 18 | 552 | 5.5% |
| 19 | 539 | 5.4% |
| 17 | 515 | 5.1% |
| 16 | 512 | 5.1% |
| 12 | 506 | 5.1% |
| 15 | 494 | 4.9% |
| 20 | 488 | 4.9% |
| 9 | 468 | 4.7% |
| 8 | 449 | 4.5% |
| Other values (87) | 3904 | |
| (Missing) | 1012 | 10.1% |
| Value | Count | Frequency (%) |
| -3 | 6 | 0.1% |
| -2 | 20 | 0.2% |
| -1 | 39 | 0.4% |
| 0 | 142 | |
| 1 | 158 | |
| 2 | 186 | |
| 3 | 170 | |
| 4 | 186 | |
| 5 | 200 | |
| 6 | 237 |
| Value | Count | Frequency (%) |
| 4293 | 1 | |
| 4169 | 1 | |
| 4106 | 1 | |
| 4096 | 1 | |
| 4069 | 1 | |
| 4024 | 1 | |
| 3951 | 1 | |
| 3793 | 1 | |
| 3765 | 1 | |
| 3750 | 1 |
Changed_Credit_Limit
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 2706 |
|---|---|
| Distinct (%) | 27.7% |
| Missing | 243 |
| Missing (%) | 2.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.413096 |
| Minimum | -6.37 |
|---|---|
| Maximum | 35.89 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 169 |
| Negative (%) | 1.7% |
| Memory size | 156.2 KiB |
Quantile statistics
| Minimum | -6.37 |
|---|---|
| 5-th percentile | 1.13 |
| Q1 | 5.4 |
| median | 9.45 |
| Q3 | 14.9 |
| 95-th percentile | 23.37 |
| Maximum | 35.89 |
| Range | 42.26 |
| Interquartile range (IQR) | 9.5 |
Descriptive statistics
| Standard deviation | 6.7919433 |
|---|---|
| Coefficient of variation (CV) | 0.65225013 |
| Kurtosis | 0.11727852 |
| Mean | 10.413096 |
| Median Absolute Deviation (MAD) | 4.58 |
| Skewness | 0.62990294 |
| Sum | 101600.58 |
| Variance | 46.130494 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 11.49 | 19 | 0.2% |
| 11.5 | 18 | 0.2% |
| 0.57 | 17 | 0.2% |
| 8.22 | 16 | 0.2% |
| 10.7 | 16 | 0.2% |
| 9.97 | 16 | 0.2% |
| 14.37 | 15 | 0.1% |
| 8.3 | 14 | 0.1% |
| 10.31 | 14 | 0.1% |
| 8.74 | 13 | 0.1% |
| Other values (2696) | 9599 | |
| (Missing) | 243 | 2.4% |
| Value | Count | Frequency (%) |
| -6.37 | 1 | |
| -6.35 | 1 | |
| -6.27 | 1 | |
| -6.02 | 1 | |
| -5.9 | 1 | |
| -5.63 | 1 | |
| -5.55 | 1 | |
| -5.52 | 1 | |
| -5.01 | 2 | |
| -4.97 | 1 |
| Value | Count | Frequency (%) |
| 35.89 | 1 | |
| 35.4 | 1 | |
| 35.02 | 1 | |
| 34.91 | 1 | |
| 34.81 | 1 | |
| 34.48 | 1 | |
| 33.98 | 1 | |
| 33.96 | 1 | |
| 33.92 | 1 | |
| 33.19 | 1 |
Num_Credit_Inquiries
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 182 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 178 |
| Missing (%) | 1.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.019955 |
| Minimum | 0 |
|---|---|
| Maximum | 2568 |
| Zeros | 699 |
| Zeros (%) | 7.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 156.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 6 |
| Q3 | 9 |
| 95-th percentile | 13 |
| Maximum | 2568 |
| Range | 2568 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 199.2386 |
|---|---|
| Coefficient of variation (CV) | 6.8655721 |
| Kurtosis | 93.242017 |
| Mean | 29.019955 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 9.4687865 |
| Sum | 285034 |
| Variance | 39696.018 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 1069 | |
| 3 | 918 | |
| 8 | 832 | |
| 7 | 824 | |
| 6 | 791 | 7.9% |
| 2 | 781 | 7.8% |
| 1 | 743 | 7.4% |
| 0 | 699 | 7.0% |
| 9 | 564 | 5.6% |
| 5 | 548 | 5.5% |
| Other values (172) | 2053 |
| Value | Count | Frequency (%) |
| 0 | 699 | |
| 1 | 743 | |
| 2 | 781 | |
| 3 | 918 | |
| 4 | 1069 | |
| 5 | 548 | |
| 6 | 791 | |
| 7 | 824 | |
| 8 | 832 | |
| 9 | 564 |
| Value | Count | Frequency (%) |
| 2568 | 1 | |
| 2541 | 1 | |
| 2473 | 1 | |
| 2469 | 1 | |
| 2433 | 1 | |
| 2420 | 1 | |
| 2418 | 1 | |
| 2399 | 1 | |
| 2389 | 1 | |
| 2374 | 1 |
Credit_Mix
Categorical
HIGH CORRELATION  MISSING 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2005 |
| Missing (%) | 20.1% |
| Memory size | 624.9 KiB |
| 1.0 | |
|---|---|
| 2.0 | |
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 23985 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 2.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 3693 | |
| 2.0 | 2369 | |
| 0.0 | 1933 | |
| (Missing) | 2005 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 3693 | |
| 2.0 | 2369 | |
| 0.0 | 1933 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 9928 | |
| . | 7995 | |
| 1 | 3693 | 15.4% |
| 2 | 2369 | 9.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 15990 | |
| Other Punctuation | 7995 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 9928 | |
| 1 | 3693 | 23.1% |
| 2 | 2369 | 14.8% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 7995 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 23985 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 9928 | |
| . | 7995 | |
| 1 | 3693 | 15.4% |
| 2 | 2369 | 9.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 23985 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 9928 | |
| . | 7995 | |
| 1 | 3693 | 15.4% |
| 2 | 2369 | 9.9% |
Outstanding_Debt
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 6986 |
|---|---|
| Distinct (%) | 70.6% |
| Missing | 105 |
| Missing (%) | 1.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1433.7231 |
| Minimum | 0.23 |
|---|---|
| Maximum | 4998.07 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 156.2 KiB |
Quantile statistics
| Minimum | 0.23 |
|---|---|
| 5-th percentile | 124.738 |
| Q1 | 562.34 |
| median | 1175.67 |
| Q3 | 1966.58 |
| 95-th percentile | 4106.36 |
| Maximum | 4998.07 |
| Range | 4997.84 |
| Interquartile range (IQR) | 1404.24 |
Descriptive statistics
| Standard deviation | 1162.1036 |
|---|---|
| Coefficient of variation (CV) | 0.8105495 |
| Kurtosis | 0.87663489 |
| Mean | 1433.7231 |
| Median Absolute Deviation (MAD) | 652.78 |
| Skewness | 1.1988535 |
| Sum | 14186690 |
| Variance | 1350484.7 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2362.17 | 5 | 0.1% |
| 356.24 | 5 | 0.1% |
| 461.05 | 5 | 0.1% |
| 883.26 | 5 | 0.1% |
| 1484.37 | 5 | 0.1% |
| 55.2 | 5 | 0.1% |
| 314.58 | 5 | 0.1% |
| 255.76 | 5 | 0.1% |
| 1636.23 | 4 | < 0.1% |
| 156.76 | 4 | < 0.1% |
| Other values (6976) | 9847 | |
| (Missing) | 105 | 1.1% |
| Value | Count | Frequency (%) |
| 0.23 | 2 | |
| 0.56 | 2 | |
| 0.95 | 2 | |
| 1.23 | 1 | < 0.1% |
| 1.33 | 1 | < 0.1% |
| 2.04 | 1 | < 0.1% |
| 2.13 | 1 | < 0.1% |
| 2.43 | 1 | < 0.1% |
| 3.31 | 3 | |
| 3.68 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 4998.07 | 1 | |
| 4992.25 | 1 | |
| 4990.91 | 1 | |
| 4987.19 | 1 | |
| 4986.03 | 1 | |
| 4984.82 | 1 | |
| 4980.31 | 1 | |
| 4974.31 | 1 | |
| 4973.64 | 2 | |
| 4972.4 | 1 |
Credit_Utilization_Ratio
Real number (ℝ)
| Distinct | 10000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.345498 |
| Minimum | 21.273807 |
|---|---|
| Maximum | 48.247003 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 156.2 KiB |
Quantile statistics
| Minimum | 21.273807 |
|---|---|
| 5-th percentile | 24.267745 |
| Q1 | 28.107137 |
| median | 32.394472 |
| Q3 | 36.59263 |
| 95-th percentile | 40.372347 |
| Maximum | 48.247003 |
| Range | 26.973196 |
| Interquartile range (IQR) | 8.4854934 |
Descriptive statistics
| Standard deviation | 5.1475369 |
|---|---|
| Coefficient of variation (CV) | 0.1591423 |
| Kurtosis | -0.95611171 |
| Mean | 32.345498 |
| Median Absolute Deviation (MAD) | 4.2324135 |
| Skewness | 0.024475673 |
| Sum | 323454.98 |
| Variance | 26.497136 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 26.4882157 | 1 | < 0.1% |
| 29.68456247 | 1 | < 0.1% |
| 30.83446963 | 1 | < 0.1% |
| 26.60556424 | 1 | < 0.1% |
| 31.46398258 | 1 | < 0.1% |
| 35.05695098 | 1 | < 0.1% |
| 25.57489634 | 1 | < 0.1% |
| 31.57807818 | 1 | < 0.1% |
| 24.47333706 | 1 | < 0.1% |
| 36.84594811 | 1 | < 0.1% |
| Other values (9990) | 9990 |
| Value | Count | Frequency (%) |
| 21.27380667 | 1 | |
| 21.31090683 | 1 | |
| 21.50221669 | 1 | |
| 21.53227272 | 1 | |
| 21.61579547 | 1 | |
| 21.62851115 | 1 | |
| 21.7017408 | 1 | |
| 21.78319195 | 1 | |
| 21.80316585 | 1 | |
| 21.82161409 | 1 |
| Value | Count | Frequency (%) |
| 48.24700252 | 1 | |
| 48.19982398 | 1 | |
| 48.1917489 | 1 | |
| 48.02324923 | 1 | |
| 47.96956024 | 1 | |
| 46.51063306 | 1 | |
| 46.44557698 | 1 | |
| 45.41155254 | 1 | |
| 45.33520502 | 1 | |
| 45.2971679 | 1 |
Credit_History_Age
Categorical
HIGH CARDINALITY  MISSING 
| Distinct | 402 |
|---|---|
| Distinct (%) | 4.4% |
| Missing | 886 |
| Missing (%) | 8.9% |
| Memory size | 799.9 KiB |
| 18 Years and 2 Months | 51 |
|---|---|
| 15 Years and 9 Months | 51 |
| 18 Years and 5 Months | 49 |
| 15 Years and 11 Months | 48 |
| 17 Years and 11 Months | 48 |
| Other values (397) |
Length
| Max length | 22 |
|---|---|
| Median length | 21 |
| Mean length | 20.982335 |
| Min length | 20 |
Characters and Unicode
| Total characters | 191233 |
|---|---|
| Distinct characters | 22 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 32 Years and 10 Months |
|---|---|
| 2nd row | 26 Years and 9 Months |
| 3rd row | 10 Years and 10 Months |
| 4th row | 20 Years and 7 Months |
| 5th row | 20 Years and 4 Months |
Common Values
| Value | Count | Frequency (%) |
| 18 Years and 2 Months | 51 | 0.5% |
| 15 Years and 9 Months | 51 | 0.5% |
| 18 Years and 5 Months | 49 | 0.5% |
| 15 Years and 11 Months | 48 | 0.5% |
| 17 Years and 11 Months | 48 | 0.5% |
| 18 Years and 8 Months | 47 | 0.5% |
| 17 Years and 5 Months | 47 | 0.5% |
| 19 Years and 5 Months | 46 | 0.5% |
| 19 Years and 2 Months | 45 | 0.4% |
| 18 Years and 3 Months | 45 | 0.4% |
| Other values (392) | 8637 | |
| (Missing) | 886 | 8.9% |
Length
| Value | Count | Frequency (%) |
| and | 9114 | |
| months | 9114 | |
| years | 9114 | |
| 11 | 1102 | 2.4% |
| 9 | 1092 | 2.4% |
| 8 | 1081 | 2.4% |
| 10 | 1026 | 2.3% |
| 5 | 1008 | 2.2% |
| 6 | 990 | 2.2% |
| 7 | 959 | 2.1% |
| Other values (27) | 10970 |
Most occurring characters
| Value | Count | Frequency (%) |
| 36456 | ||
| a | 18228 | |
| s | 18228 | |
| n | 18228 | |
| M | 9114 | 4.8% |
| o | 9114 | 4.8% |
| Y | 9114 | 4.8% |
| e | 9114 | 4.8% |
| r | 9114 | 4.8% |
| d | 9114 | 4.8% |
| Other values (12) | 45409 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 109368 | |
| Space Separator | 36456 | 19.1% |
| Decimal Number | 27181 | 14.2% |
| Uppercase Letter | 18228 | 9.5% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 7692 | |
| 2 | 4504 | |
| 3 | 2544 | 9.4% |
| 0 | 2357 | 8.7% |
| 9 | 1861 | 6.8% |
| 8 | 1839 | 6.8% |
| 7 | 1708 | 6.3% |
| 6 | 1675 | 6.2% |
| 5 | 1645 | 6.1% |
| 4 | 1356 | 5.0% |
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 18228 | |
| s | 18228 | |
| n | 18228 | |
| o | 9114 | |
| e | 9114 | |
| r | 9114 | |
| d | 9114 | |
| h | 9114 | |
| t | 9114 |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 9114 | |
| Y | 9114 |
Space Separator
| Value | Count | Frequency (%) |
| 36456 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 127596 | |
| Common | 63637 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 36456 | ||
| 1 | 7692 | 12.1% |
| 2 | 4504 | 7.1% |
| 3 | 2544 | 4.0% |
| 0 | 2357 | 3.7% |
| 9 | 1861 | 2.9% |
| 8 | 1839 | 2.9% |
| 7 | 1708 | 2.7% |
| 6 | 1675 | 2.6% |
| 5 | 1645 | 2.6% |
Latin
| Value | Count | Frequency (%) |
| a | 18228 | |
| s | 18228 | |
| n | 18228 | |
| M | 9114 | |
| o | 9114 | |
| Y | 9114 | |
| e | 9114 | |
| r | 9114 | |
| d | 9114 | |
| h | 9114 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 191233 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 36456 | ||
| a | 18228 | |
| s | 18228 | |
| n | 18228 | |
| M | 9114 | 4.8% |
| o | 9114 | 4.8% |
| Y | 9114 | 4.8% |
| e | 9114 | 4.8% |
| r | 9114 | 4.8% |
| d | 9114 | 4.8% |
| Other values (12) | 45409 |
Payment_of_Min_Amount
Categorical
HIGH CORRELATION  MISSING 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1176 |
| Missing (%) | 11.8% |
| Memory size | 641.1 KiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 26472 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 5278 | |
| 0.0 | 3546 | |
| (Missing) | 1176 | 11.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 5278 | |
| 0.0 | 3546 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 12370 | |
| . | 8824 | |
| 1 | 5278 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 17648 | |
| Other Punctuation | 8824 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 12370 | |
| 1 | 5278 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 8824 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 26472 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 12370 | |
| . | 8824 | |
| 1 | 5278 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 26472 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 12370 | |
| . | 8824 | |
| 1 | 5278 |
Total_EMI_per_month
Real number (ℝ)
| Distinct | 6624 |
|---|---|
| Distinct (%) | 66.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1453.6037 |
| Minimum | 0 |
|---|---|
| Maximum | 81194 |
| Zeros | 982 |
| Zeros (%) | 9.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 156.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 31.496968 |
| median | 71.274774 |
| Q3 | 164.6238 |
| 95-th percentile | 447.86809 |
| Maximum | 81194 |
| Range | 81194 |
| Interquartile range (IQR) | 133.12683 |
Descriptive statistics
| Standard deviation | 8401.0699 |
|---|---|
| Coefficient of variation (CV) | 5.7794776 |
| Kurtosis | 48.686218 |
| Mean | 1453.6037 |
| Median Absolute Deviation (MAD) | 50.488524 |
| Skewness | 6.8769726 |
| Sum | 14536037 |
| Variance | 70577976 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 982 | 9.8% |
| 248.4607171 | 5 | 0.1% |
| 27.14755195 | 4 | < 0.1% |
| 185.2959011 | 4 | < 0.1% |
| 94.57002245 | 4 | < 0.1% |
| 36.95983375 | 4 | < 0.1% |
| 39.6718144 | 4 | < 0.1% |
| 40.17366685 | 4 | < 0.1% |
| 135.2489551 | 4 | < 0.1% |
| 37.15545093 | 4 | < 0.1% |
| Other values (6614) | 8981 |
| Value | Count | Frequency (%) |
| 0 | 982 | |
| 4.713183572 | 2 | < 0.1% |
| 4.916138542 | 2 | < 0.1% |
| 5.262291048 | 1 | < 0.1% |
| 5.351086151 | 1 | < 0.1% |
| 5.463308978 | 2 | < 0.1% |
| 5.629824417 | 2 | < 0.1% |
| 5.905518076 | 1 | < 0.1% |
| 5.968634609 | 1 | < 0.1% |
| 5.994895587 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 81194 | 1 | |
| 80871 | 1 | |
| 80280 | 1 | |
| 80239 | 1 | |
| 80213 | 1 | |
| 80135 | 1 | |
| 80080 | 1 | |
| 79448 | 1 | |
| 79286 | 1 | |
| 79236 | 1 |
Amount_invested_monthly
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 9120 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 868 |
| Missing (%) | 8.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 194.64478 |
| Minimum | 0 |
|---|---|
| Maximum | 1890.8558 |
| Zeros | 13 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 156.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 32.064661 |
| Q1 | 72.709619 |
| median | 129.42891 |
| Q3 | 234.13252 |
| 95-th percentile | 611.29296 |
| Maximum | 1890.8558 |
| Range | 1890.8558 |
| Interquartile range (IQR) | 161.4229 |
Descriptive statistics
| Standard deviation | 199.32319 |
|---|---|
| Coefficient of variation (CV) | 1.0240356 |
| Kurtosis | 9.3592285 |
| Mean | 194.64478 |
| Median Absolute Deviation (MAD) | 67.961237 |
| Skewness | 2.6394274 |
| Sum | 1777496.1 |
| Variance | 39729.733 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 13 | 0.1% |
| 130.1580029 | 1 | < 0.1% |
| 135.642191 | 1 | < 0.1% |
| 20.37054805 | 1 | < 0.1% |
| 41.9750478 | 1 | < 0.1% |
| 31.92174979 | 1 | < 0.1% |
| 227.5540172 | 1 | < 0.1% |
| 171.0267804 | 1 | < 0.1% |
| 144.5797092 | 1 | < 0.1% |
| 47.01403903 | 1 | < 0.1% |
| Other values (9110) | 9110 | |
| (Missing) | 868 | 8.7% |
| Value | Count | Frequency (%) |
| 0 | 13 | |
| 10.07193677 | 1 | < 0.1% |
| 10.42191091 | 1 | < 0.1% |
| 10.54620674 | 1 | < 0.1% |
| 10.5717847 | 1 | < 0.1% |
| 10.73413246 | 1 | < 0.1% |
| 10.86864196 | 1 | < 0.1% |
| 10.98203275 | 1 | < 0.1% |
| 11.02466441 | 1 | < 0.1% |
| 11.2444098 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1890.855773 | 1 | |
| 1804.355694 | 1 | |
| 1756.576983 | 1 | |
| 1701.055068 | 1 | |
| 1565.011244 | 1 | |
| 1523.290981 | 1 | |
| 1511.743094 | 1 | |
| 1490.985009 | 1 | |
| 1484.209196 | 1 | |
| 1461.679861 | 1 |
Payment_Behaviour
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 917.6 KiB |
| Low_spent_Small_value_payments | |
|---|---|
| High_spent_Medium_value_payments | |
| Low_spent_Medium_value_payments | |
| High_spent_Large_value_payments | |
| High_spent_Small_value_payments | |
| Other values (2) |
Length
| Max length | 32 |
|---|---|
| Median length | 31 |
| Mean length | 28.9576 |
| Min length | 6 |
Characters and Unicode
| Total characters | 289576 |
|---|---|
| Distinct characters | 29 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | High_spent_Small_value_payments |
|---|---|
| 2nd row | Low_spent_Small_value_payments |
| 3rd row | High_spent_Small_value_payments |
| 4th row | Low_spent_Small_value_payments |
| 5th row | High_spent_Small_value_payments |
Common Values
| Value | Count | Frequency (%) |
| Low_spent_Small_value_payments | 2615 | |
| High_spent_Medium_value_payments | 1726 | |
| Low_spent_Medium_value_payments | 1388 | |
| High_spent_Large_value_payments | 1339 | |
| High_spent_Small_value_payments | 1157 | |
| Low_spent_Large_value_payments | 1035 | 10.3% |
| !@9#%8 | 740 | 7.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| low_spent_small_value_payments | 2615 | |
| high_spent_medium_value_payments | 1726 | |
| low_spent_medium_value_payments | 1388 | |
| high_spent_large_value_payments | 1339 | |
| high_spent_small_value_payments | 1157 | |
| low_spent_large_value_payments | 1035 | 10.3% |
| 9#%8 | 740 | 7.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| _ | 37040 | |
| e | 33268 | |
| a | 24666 | 8.5% |
| s | 18520 | 6.4% |
| p | 18520 | 6.4% |
| n | 18520 | 6.4% |
| t | 18520 | 6.4% |
| l | 16804 | 5.8% |
| m | 16146 | 5.6% |
| u | 12374 | 4.3% |
| Other values (19) | 75198 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 229576 | |
| Connector Punctuation | 37040 | 12.8% |
| Uppercase Letter | 18520 | 6.4% |
| Other Punctuation | 2960 | 1.0% |
| Decimal Number | 1480 | 0.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 33268 | |
| a | 24666 | |
| s | 18520 | |
| p | 18520 | |
| n | 18520 | |
| t | 18520 | |
| l | 16804 | 7.3% |
| m | 16146 | 7.0% |
| u | 12374 | 5.4% |
| y | 9260 | 4.0% |
| Other values (8) | 42978 |
Uppercase Letter
| Value | Count | Frequency (%) |
| L | 7412 | |
| H | 4222 | |
| S | 3772 | |
| M | 3114 |
Other Punctuation
| Value | Count | Frequency (%) |
| ! | 740 | |
| @ | 740 | |
| # | 740 | |
| % | 740 |
Decimal Number
| Value | Count | Frequency (%) |
| 9 | 740 | |
| 8 | 740 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 37040 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 248096 | |
| Common | 41480 | 14.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 33268 | |
| a | 24666 | |
| s | 18520 | 7.5% |
| p | 18520 | 7.5% |
| n | 18520 | 7.5% |
| t | 18520 | 7.5% |
| l | 16804 | 6.8% |
| m | 16146 | 6.5% |
| u | 12374 | 5.0% |
| y | 9260 | 3.7% |
| Other values (12) | 61498 |
Common
| Value | Count | Frequency (%) |
| _ | 37040 | |
| ! | 740 | 1.8% |
| @ | 740 | 1.8% |
| 9 | 740 | 1.8% |
| # | 740 | 1.8% |
| % | 740 | 1.8% |
| 8 | 740 | 1.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 289576 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| _ | 37040 | |
| e | 33268 | |
| a | 24666 | 8.5% |
| s | 18520 | 6.4% |
| p | 18520 | 6.4% |
| n | 18520 | 6.4% |
| t | 18520 | 6.4% |
| l | 16804 | 5.8% |
| m | 16146 | 5.6% |
| u | 12374 | 4.3% |
| Other values (19) | 75198 |
Monthly_Balance
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 9881 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 119 |
| Missing (%) | 1.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 399.19647 |
| Minimum | 0.90814584 |
|---|---|
| Maximum | 1511.9166 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 156.2 KiB |
Quantile statistics
| Minimum | 0.90814584 |
|---|---|
| 5-th percentile | 172.4151 |
| Q1 | 268.6712 |
| median | 334.52415 |
| Q3 | 465.51773 |
| 95-th percentile | 851.49579 |
| Maximum | 1511.9166 |
| Range | 1511.0085 |
| Interquartile range (IQR) | 196.84652 |
Descriptive statistics
| Standard deviation | 213.24553 |
|---|---|
| Coefficient of variation (CV) | 0.53418691 |
| Kurtosis | 3.2738453 |
| Mean | 399.19647 |
| Median Absolute Deviation (MAD) | 82.833186 |
| Skewness | 1.6487557 |
| Sum | 3944460.3 |
| Variance | 45473.656 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 339.7994878 | 1 | < 0.1% |
| 383.9356831 | 1 | < 0.1% |
| 441.2357318 | 1 | < 0.1% |
| 256.4158059 | 1 | < 0.1% |
| 100.1284199 | 1 | < 0.1% |
| 234.7622353 | 1 | < 0.1% |
| 329.6284117 | 1 | < 0.1% |
| 611.2733324 | 1 | < 0.1% |
| 269.4637068 | 1 | < 0.1% |
| 672.308116 | 1 | < 0.1% |
| Other values (9871) | 9871 | |
| (Missing) | 119 | 1.2% |
| Value | Count | Frequency (%) |
| 0.9081458437 | 1 | |
| 1.705492998 | 1 | |
| 1.780496225 | 1 | |
| 5.209196051 | 1 | |
| 5.238707186 | 1 | |
| 5.654871479 | 1 | |
| 6.673242297 | 1 | |
| 7.562479839 | 1 | |
| 7.828344202 | 1 | |
| 8.063863222 | 1 |
| Value | Count | Frequency (%) |
| 1511.91663 | 1 | |
| 1510.106671 | 1 | |
| 1507.553363 | 1 | |
| 1486.73702 | 1 | |
| 1454.718143 | 1 | |
| 1450.817184 | 1 | |
| 1446.819406 | 1 | |
| 1439.860707 | 1 | |
| 1422.567523 | 1 | |
| 1400.658458 | 1 |
Credit_Score
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 644.5 KiB |
| 1 | |
|---|---|
| 0 | |
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 10000 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 5314 | |
| 0 | 2948 | |
| 2 | 1738 | 17.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 5314 | |
| 0 | 2948 | |
| 2 | 1738 | 17.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 5314 | |
| 0 | 2948 | |
| 2 | 1738 | 17.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 10000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 5314 | |
| 0 | 2948 | |
| 2 | 1738 | 17.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 10000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 5314 | |
| 0 | 2948 | |
| 2 | 1738 | 17.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 5314 | |
| 0 | 2948 | |
| 2 | 1738 | 17.4% |
| Age | Annual_Income | Monthly_Inhand_Salary | Num_Bank_Accounts | Num_Credit_Card | Interest_Rate | Num_of_Loan | Delay_from_due_date | Num_of_Delayed_Payment | Changed_Credit_Limit | Num_Credit_Inquiries | Outstanding_Debt | Credit_Utilization_Ratio | Total_EMI_per_month | Amount_invested_monthly | Monthly_Balance | Month | Occupation | Credit_Mix | Payment_of_Min_Amount | Payment_Behaviour | Credit_Score | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age | 1.000 | 0.082 | 0.082 | -0.163 | -0.138 | -0.208 | -0.186 | -0.162 | -0.164 | -0.141 | -0.234 | -0.201 | 0.026 | -0.082 | 0.051 | 0.124 | 0.008 | 0.017 | 0.005 | 0.000 | 0.000 | 0.000 |
| Annual_Income | 0.082 | 1.000 | 0.975 | -0.260 | -0.189 | -0.278 | -0.217 | -0.236 | -0.240 | -0.139 | -0.258 | -0.258 | 0.147 | 0.468 | 0.622 | 0.574 | 0.000 | 0.000 | 0.022 | 0.009 | 0.016 | 0.011 |
| Monthly_Inhand_Salary | 0.082 | 0.975 | 1.000 | -0.262 | -0.198 | -0.287 | -0.222 | -0.240 | -0.241 | -0.146 | -0.266 | -0.272 | 0.148 | 0.461 | 0.637 | 0.597 | 0.000 | 0.028 | 0.292 | 0.350 | 0.170 | 0.193 |
| Num_Bank_Accounts | -0.163 | -0.260 | -0.262 | 1.000 | 0.409 | 0.555 | 0.413 | 0.558 | 0.556 | 0.283 | 0.503 | 0.485 | -0.073 | 0.114 | -0.179 | -0.297 | 0.021 | 0.000 | 0.022 | 0.016 | 0.000 | 0.010 |
| Num_Credit_Card | -0.138 | -0.189 | -0.198 | 0.409 | 1.000 | 0.430 | 0.348 | 0.435 | 0.379 | 0.191 | 0.402 | 0.438 | -0.055 | 0.109 | -0.125 | -0.232 | 0.012 | 0.006 | 0.000 | 0.000 | 0.000 | 0.000 |
| Interest_Rate | -0.208 | -0.278 | -0.287 | 0.555 | 0.430 | 1.000 | 0.472 | 0.556 | 0.545 | 0.322 | 0.584 | 0.590 | -0.073 | 0.146 | -0.193 | -0.340 | 0.013 | 0.011 | 0.006 | 0.000 | 0.009 | 0.020 |
| Num_of_Loan | -0.186 | -0.217 | -0.222 | 0.413 | 0.348 | 0.472 | 1.000 | 0.426 | 0.416 | 0.280 | 0.498 | 0.524 | -0.095 | 0.489 | -0.152 | -0.436 | 0.008 | 0.013 | 0.003 | 0.021 | 0.012 | 0.008 |
| Delay_from_due_date | -0.162 | -0.236 | -0.240 | 0.558 | 0.435 | 0.556 | 0.426 | 1.000 | 0.538 | 0.273 | 0.506 | 0.524 | -0.072 | 0.144 | -0.158 | -0.302 | 0.014 | 0.026 | 0.574 | 0.543 | 0.036 | 0.339 |
| Num_of_Delayed_Payment | -0.164 | -0.240 | -0.241 | 0.556 | 0.379 | 0.545 | 0.416 | 0.538 | 1.000 | 0.267 | 0.479 | 0.469 | -0.064 | 0.135 | -0.173 | -0.296 | 0.016 | 0.007 | 0.025 | 0.000 | 0.000 | 0.014 |
| Changed_Credit_Limit | -0.141 | -0.139 | -0.146 | 0.283 | 0.191 | 0.322 | 0.280 | 0.273 | 0.267 | 1.000 | 0.342 | 0.312 | -0.046 | 0.114 | -0.099 | -0.186 | 0.011 | 0.018 | 0.434 | 0.520 | 0.013 | 0.168 |
| Num_Credit_Inquiries | -0.234 | -0.258 | -0.266 | 0.503 | 0.402 | 0.584 | 0.498 | 0.506 | 0.479 | 0.342 | 1.000 | 0.581 | -0.074 | 0.184 | -0.166 | -0.340 | 0.007 | 0.007 | 0.000 | 0.000 | 0.000 | 0.000 |
| Outstanding_Debt | -0.201 | -0.258 | -0.272 | 0.485 | 0.438 | 0.590 | 0.524 | 0.524 | 0.469 | 0.312 | 0.581 | 1.000 | -0.077 | 0.169 | -0.177 | -0.356 | 0.012 | 0.032 | 0.587 | 0.569 | 0.049 | 0.376 |
| Credit_Utilization_Ratio | 0.026 | 0.147 | 0.148 | -0.073 | -0.055 | -0.073 | -0.095 | -0.072 | -0.064 | -0.046 | -0.074 | -0.077 | 1.000 | 0.007 | 0.025 | 0.201 | 0.000 | 0.000 | 0.098 | 0.130 | 0.076 | 0.040 |
| Total_EMI_per_month | -0.082 | 0.468 | 0.461 | 0.114 | 0.109 | 0.146 | 0.489 | 0.144 | 0.135 | 0.114 | 0.184 | 0.169 | 0.007 | 1.000 | 0.301 | 0.017 | 0.000 | 0.007 | 0.000 | 0.000 | 0.025 | 0.027 |
| Amount_invested_monthly | 0.051 | 0.622 | 0.637 | -0.179 | -0.125 | -0.193 | -0.152 | -0.158 | -0.173 | -0.099 | -0.166 | -0.177 | 0.025 | 0.301 | 1.000 | -0.037 | 0.011 | 0.000 | 0.149 | 0.192 | 0.131 | 0.113 |
| Monthly_Balance | 0.124 | 0.574 | 0.597 | -0.297 | -0.232 | -0.340 | -0.436 | -0.302 | -0.296 | -0.186 | -0.340 | -0.356 | 0.201 | 0.017 | -0.037 | 1.000 | 0.011 | 0.006 | 0.285 | 0.349 | 0.243 | 0.171 |
| Month | 0.008 | 0.000 | 0.000 | 0.021 | 0.012 | 0.013 | 0.008 | 0.014 | 0.016 | 0.011 | 0.007 | 0.012 | 0.000 | 0.000 | 0.011 | 0.011 | 1.000 | 0.004 | 0.012 | 0.000 | 0.000 | 0.019 |
| Occupation | 0.017 | 0.000 | 0.028 | 0.000 | 0.006 | 0.011 | 0.013 | 0.026 | 0.007 | 0.018 | 0.007 | 0.032 | 0.000 | 0.007 | 0.000 | 0.006 | 0.004 | 1.000 | 0.017 | 0.030 | 0.000 | 0.028 |
| Credit_Mix | 0.005 | 0.022 | 0.292 | 0.022 | 0.000 | 0.006 | 0.003 | 0.574 | 0.025 | 0.434 | 0.000 | 0.587 | 0.098 | 0.000 | 0.149 | 0.285 | 0.012 | 0.017 | 1.000 | 0.815 | 0.085 | 0.452 |
| Payment_of_Min_Amount | 0.000 | 0.009 | 0.350 | 0.016 | 0.000 | 0.000 | 0.021 | 0.543 | 0.000 | 0.520 | 0.000 | 0.569 | 0.130 | 0.000 | 0.192 | 0.349 | 0.000 | 0.030 | 0.815 | 1.000 | 0.114 | 0.473 |
| Payment_Behaviour | 0.000 | 0.016 | 0.170 | 0.000 | 0.000 | 0.009 | 0.012 | 0.036 | 0.000 | 0.013 | 0.000 | 0.049 | 0.076 | 0.025 | 0.131 | 0.243 | 0.000 | 0.000 | 0.085 | 0.114 | 1.000 | 0.089 |
| Credit_Score | 0.000 | 0.011 | 0.193 | 0.010 | 0.000 | 0.020 | 0.008 | 0.339 | 0.014 | 0.168 | 0.000 | 0.376 | 0.040 | 0.027 | 0.113 | 0.171 | 0.019 | 0.028 | 0.452 | 0.473 | 0.089 | 1.000 |
| Customer_ID | Month | Age | Occupation | Annual_Income | Monthly_Inhand_Salary | Num_Bank_Accounts | Num_Credit_Card | Interest_Rate | Num_of_Loan | Type_of_Loan | Delay_from_due_date | Num_of_Delayed_Payment | Changed_Credit_Limit | Num_Credit_Inquiries | Credit_Mix | Outstanding_Debt | Credit_Utilization_Ratio | Credit_History_Age | Payment_of_Min_Amount | Total_EMI_per_month | Amount_invested_monthly | Payment_Behaviour | Monthly_Balance | Credit_Score | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 65330 | CUS_0x65fa | March | NaN | Architect | 123388.830 | 10405.402500 | 1 | 4 | 3 | 2.0 | Student Loan, and Personal Loan | 20 | 10.0 | 5.24 | 0.0 | 2.0 | 869.62 | 27.738656 | 32 Years and 10 Months | 0.0 | 114.305651 | 365.741361 | High_spent_Small_value_payments | 820.493238 | 1 |
| 15457 | CUS_0x8927 | February | 28.0 | Media_Manager | 29758.460 | 2687.871667 | 5 | 6 | 8 | -100.0 | Student Loan, Home Equity Loan, and Payday Loan | 28 | 19.0 | 10.79 | 4.0 | 1.0 | 817.45 | 26.148529 | 26 Years and 9 Months | 0.0 | 71.506030 | 323.812292 | Low_spent_Small_value_payments | 163.468844 | 1 |
| 51187 | CUS_0xbe6f | April | 40.0 | Journalist | 34945.160 | 3043.096667 | 7 | 6 | 21 | 5.0 | Mortgage Loan, Auto Loan, Not Specified, Not Specified, and Debt Consolidation Loan | 20 | 15.0 | 6.45 | 12.0 | 1.0 | NaN | 40.472994 | 10 Years and 10 Months | 1.0 | 140.120970 | 95.527792 | High_spent_Small_value_payments | 328.660905 | 0 |
| 92784 | CUS_0x3de6 | January | 53.0 | Entrepreneur | 14475.140 | 1092.261667 | 8 | 3 | 13 | 4.0 | Home Equity Loan, Personal Loan, Debt Consolidation Loan, and Debt Consolidation Loan | 23 | 11.0 | -1.20 | NaN | 1.0 | 609.66 | 34.260230 | 20 Years and 7 Months | 1.0 | 33.587273 | NaN | Low_spent_Small_value_payments | 244.367893 | 1 |
| 38283 | CUS_0x64aa | April | 20.0 | Journalist | 15961.545 | 1269.128750 | 5 | 2 | 11 | 2.0 | Credit-Builder Loan, and Not Specified | 4 | 3.0 | 9.88 | 0.0 | 2.0 | 26.42 | 28.938494 | 20 Years and 4 Months | 0.0 | 21.248508 | NaN | High_spent_Small_value_payments | 335.393292 | 2 |
| 70344 | CUS_0x34c9 | January | 34.0 | Entrepreneur | 7200.005 | 482.000417 | 6 | 9 | 17 | 8.0 | Payday Loan, Auto Loan, Mortgage Loan, Home Equity Loan, Home Equity Loan, Credit-Builder Loan, Mortgage Loan, and Home Equity Loan | 61 | 18.0 | 2.54 | 6.0 | 0.0 | 2870.92 | 29.032541 | 3 Years and 1 Months | 1.0 | 42.786179 | 18.023471 | High_spent_Small_value_payments | 247.390392 | 1 |
| 36626 | CUS_0x30c6 | March | 31.0 | Musician | 68469.600 | 5500.800000 | 7 | 6 | 33 | NaN | Auto Loan, Student Loan, Mortgage Loan, Student Loan, and Home Equity Loan | 62 | 19.0 | 5.16 | 7.0 | NaN | 1865.28 | 24.473337 | NaN | 1.0 | 230.392754 | 138.842009 | High_spent_Small_value_payments | 440.845237 | 0 |
| 53038 | CUS_0xc570 | July | 37.0 | Developer | 35851.390 | 2762.615833 | 6 | 4 | 5 | 2.0 | Student Loan, and Auto Loan | 7 | 12.0 | 6.10 | 8.0 | 1.0 | 926.99 | 33.778828 | 18 Years and 2 Months | 0.0 | 53.519095 | 156.786374 | Low_spent_Large_value_payments | 335.956114 | 1 |
| 80990 | CUS_0x9237 | July | 43.0 | Developer | 132387.520 | 10844.293333 | 3 | 5 | 5 | 2.0 | Payday Loan, and Credit-Builder Loan | 2 | 10.0 | 8.95 | 2.0 | 2.0 | 361.08 | 40.157308 | 29 Years and 9 Months | 0.0 | 145.650758 | 449.886734 | High_spent_Small_value_payments | 748.891841 | 2 |
| 19209 | CUS_0x51e0 | February | NaN | Lawyer | 30355.350 | 2307.612500 | 6 | 3 | 12 | 4.0 | Home Equity Loan, Auto Loan, Personal Loan, and Mortgage Loan | 30 | 8.0 | 0.91 | 1.0 | 1.0 | 1328.41 | 33.623992 | 16 Years and 2 Months | 0.0 | 64.480944 | 113.674564 | Low_spent_Medium_value_payments | 332.605742 | 1 |
| Customer_ID | Month | Age | Occupation | Annual_Income | Monthly_Inhand_Salary | Num_Bank_Accounts | Num_Credit_Card | Interest_Rate | Num_of_Loan | Type_of_Loan | Delay_from_due_date | Num_of_Delayed_Payment | Changed_Credit_Limit | Num_Credit_Inquiries | Credit_Mix | Outstanding_Debt | Credit_Utilization_Ratio | Credit_History_Age | Payment_of_Min_Amount | Total_EMI_per_month | Amount_invested_monthly | Payment_Behaviour | Monthly_Balance | Credit_Score | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 24652 | CUS_0xa6e | May | 24.0 | Musician | 82823.920 | 7098.993333 | 4 | 5 | 18 | -100.0 | Payday Loan, and Not Specified | 29 | NaN | 10.59 | 7.0 | 1.0 | 171.45 | 36.139722 | 13 Years and 0 Months | 1.0 | 118.064832 | NaN | !@9#%8 | 634.332625 | 1 |
| 30064 | CUS_0x1e52 | January | 23.0 | Media_Manager | 67059.180 | 5398.265000 | 8 | 6 | 18 | 4.0 | Payday Loan, Debt Consolidation Loan, Debt Consolidation Loan, and Auto Loan | 19 | 17.0 | 15.57 | 8.0 | 1.0 | 255.76 | 29.615296 | 5 Years and 8 Months | 1.0 | 167.123999 | 160.057447 | High_spent_Medium_value_payments | 462.645053 | 1 |
| 31581 | CUS_0x8da1 | June | 45.0 | _______ | 15608.695 | NaN | 7 | 3 | 12 | 4.0 | Auto Loan, Mortgage Loan, Debt Consolidation Loan, and Payday Loan | 7 | 19.0 | 12.35 | 10.0 | 1.0 | 488.34 | 24.811995 | 19 Years and 10 Months | 1.0 | 26.777829 | 147.661238 | Low_spent_Small_value_payments | 252.233392 | 1 |
| 50179 | CUS_0x1100 | April | 21.0 | Accountant | 43062.540 | 3607.545000 | 6 | 10 | 23 | 2.0 | Mortgage Loan, and Student Loan | 55 | 20.0 | 19.05 | 9.0 | 1.0 | 2169.75 | 24.259299 | 14 Years and 11 Months | 1.0 | 47.499819 | 121.229734 | High_spent_Medium_value_payments | 442.024947 | 0 |
| 51089 | CUS_0x663e | February | 38.0 | Musician | 18670.980 | NaN | 5 | 5 | 14 | 4.0 | Debt Consolidation Loan, Debt Consolidation Loan, Payday Loan, and Payday Loan | 25 | 17.0 | 15.92 | 7.0 | 1.0 | 1397.21 | 35.601870 | 10 Years and 5 Months | 1.0 | 32.444454 | 199.960347 | Low_spent_Small_value_payments | 212.986699 | 1 |
| 90966 | CUS_0x8843 | July | 37.0 | Developer | 11911.715 | 917.642917 | 5 | 6 | 11 | 6.0 | Debt Consolidation Loan, Not Specified, Student Loan, Personal Loan, Not Specified, and Personal Loan | 25 | 20.0 | 17.41 | 8.0 | 1.0 | 1147.49 | 32.091744 | 7 Years and 7 Months | 1.0 | 33.122454 | 79.683939 | Low_spent_Small_value_payments | 268.957899 | 1 |
| 91740 | CUS_0x94dd | May | 19.0 | Scientist | 23107.740 | 1983.645000 | 4 | 4 | 10 | 1.0 | Debt Consolidation Loan | 7 | 20.0 | 12.45 | 7.0 | 1.0 | 859.23 | 35.294806 | 28 Years and 1 Months | 1.0 | 17.603560 | 197.124096 | Low_spent_Medium_value_payments | 263.636845 | 1 |
| 98150 | CUS_0x85cb | July | 22.0 | Writer | 68475.240 | NaN | 7 | 8 | 32 | 5.0 | Not Specified, Home Equity Loan, Mortgage Loan, Debt Consolidation Loan, and Student Loan | 51 | 24.0 | 9.20 | 10.0 | 0.0 | 4116.64 | 28.370375 | 14 Years and 3 Months | 1.0 | 236.008419 | 39.416793 | High_spent_Large_value_payments | 513.401788 | 1 |
| 46173 | CUS_0x510f | June | 50.0 | Writer | 39398.740 | 3002.228333 | 2 | 3 | 9 | NaN | Student Loan, Mortgage Loan, and Personal Loan | 11 | 2.0 | 6.38 | 6.0 | 2.0 | 62.37 | 34.237802 | 24 Years and 10 Months | 0.0 | 82.984233 | 125.872776 | High_spent_Medium_value_payments | 341.365825 | 1 |
| 28095 | CUS_0x3d8e | August | 20.0 | Writer | 73026.920 | 6233.576667 | 2 | 3 | 6 | 3.0 | Auto Loan, Debt Consolidation Loan, and Personal Loan | 7 | 13.0 | 4.43 | 4.0 | 2.0 | 98.77 | 25.915186 | 21 Years and 8 Months | 0.0 | 158.959467 | 423.806141 | Low_spent_Medium_value_payments | 320.592058 | 1 |